Parametric noise injection: Trainable randomness to improve deep neural network robustness against adversarial attack Z He, AS Rakin, D Fan IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 588-597, 2019 | 157 | 2019 |
Noise injection adaption: End-to-end ReRAM crossbar non-ideal effect adaption for neural network mapping Z He, J Lin, R Ewetz, JS Yuan, D Fan Proceedings of the 56th Annual Design Automation Conference 2019, 1-6, 2019 | 105 | 2019 |
Bit-Flip Attack: Crushing Neural Network with Progressive Bit Search Z He, AS Rakin, D Fan Proceedings of the IEEE International Conference on Computer Vision (ICCV …, 2019 | 100* | 2019 |
TBT: Targeted Neural Network Attack with Bit Trojan AS Rakin, Z He, D Fan Conference on Computer Vision and Pattern Recognition (CVPR), 2020 | 86* | 2020 |
CMP-PIM: an energy-efficient comparator-based processing-in-memory neural network accelerator Z He, S Angizi, AS Rakin, D Fan Proceedings of the 55th Annual Design Automation Conference (DAC), 105, 2018 | 75* | 2018 |
IMCE: Energy-efficient bit-wise in-memory convolution engine for deep neural network S Angizi, Z He, F Parveen, D Fan 2018 23rd Asia and South Pacific Design Automation Conference (ASP-DAC), 111-116, 2018 | 58 | 2018 |
Simultaneously optimizing weight and quantizer of ternary neural network using truncated gaussian approximation Z He, D Fan Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2019 | 54 | 2019 |
MRIMA: An MRAM-based in-memory accelerator S Angizi, Z He, A Awad, D Fan IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2019 | 51 | 2019 |
PIMA-logic: A novel processing-in-memory architecture for highly flexible and energy-efficient logic computation S Angizi, Z He, D Fan Proceedings of the 55th Annual Design Automation Conference, 1-6, 2018 | 51 | 2018 |
Design and evaluation of a spintronic in-memory processing platform for nonvolatile data encryption S Angizi, Z He, N Bagherzadeh, D Fan IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2017 | 51 | 2017 |
A fully onchip binarized convolutional neural network fpga impelmentation with accurate inference L Yang, Z He, D Fan Proceedings of the International Symposium on Low Power Electronics and …, 2018 | 41 | 2018 |
Rimpa: A new reconfigurable dual-mode in-memory processing architecture with spin hall effect-driven domain wall motion device S Angizi, Z He, F Parveen, D Fan 2017 IEEE Computer Society annual symposium on VLSI (ISVLSI), 45-50, 2017 | 37 | 2017 |
Non-Structured DNN Weight Pruning--Is It Beneficial in Any Platform? X Ma, S Lin, S Ye, Z He, L Zhang, G Yuan, SH Tan, Z Li, D Fan, X Qian, ... (TNNLS) IEEE Transactions on Neural Networks and Learning Systems, 2021 | 35* | 2021 |
Defending and Harnessing the Bit-Flip based Adversarial Weight Attack Z He, AS Rakin, J Li, C Chakrabarti, D Fan Conference on Computer Vision and Pattern Recognition (CVPR), 2020 | 35 | 2020 |
Optimize deep convolutional neural network with ternarized weights and high accuracy Z He, B Gong, D Fan 2019 IEEE Winter Conference on Applications of Computer Vision (WACV), 913-921, 2019 | 34 | 2019 |
2D MoS 2-based threshold switching memristor for artificial neuron D Dev, A Krishnaprasad, MS Shawkat, Z He, S Das, D Fan, HS Chung, ... (EDL) IEEE Electron Device Letters 41 (6), 936-939, 2020 | 29 | 2020 |
Hielm: Highly flexible in-memory computing using stt mram F Parveen, Z He, S Angizi, D Fan 2018 23rd Asia and South Pacific Design Automation Conference (ASP-DAC), 361-366, 2018 | 29 | 2018 |
T-BFA: Targeted bit-flip adversarial weight attack AS Rakin, Z He, J Li, F Yao, C Chakrabarti, D Fan (TPAMI) Transactions on Pattern Analysis and Machine Intelligence, 2021 | 28 | 2021 |
Low power in-memory computing based on dual-mode SOT-MRAM F Parveen, S Angizi, Z He, D Fan 2017 IEEE/ACM International Symposium on Low Power Electronics and Design …, 2017 | 28 | 2017 |
In-memory computing with spintronic devices D Fan, S Angizi, Z He 2017 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 683-688, 2017 | 27 | 2017 |